Related Experiment Video
Updated: Feb 27, 2026

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Quantifying Slowness in Parkinson Disease Using a Serious Game: Cross-Sectional Study
Luanne Cardoso Mendes1, Ariana Moura Cabral1, Camille Marques Alves1
1Centre for Innovation and Technology Assessment in Health, Faculty of Electrical Engineering, Universidade Federal de Uberlândia, 2121 João Naves de Ávila Avenue, Santa Mônica, Uberlândia, 38408-100, Brazil, +55 34 3239 4729.
Serious games like RehaBEElitation can objectively measure motor slowness in Parkinson disease (PD). Gameplay metrics like response time (RT) and angular velocity (AV) show differences between PD patients and controls, aiding in symptom monitoring.
Area of Science:
- Biomedical Engineering
- Neuroscience
- Digital Health
Background:
- Slowness of voluntary movement is a key Parkinson disease (PD) symptom.
- Objective motor assessment for PD outside clinical settings is challenging.
- Serious games offer potential for extracting motor performance metrics.
Purpose of the Study:
- To objectively assess motor slowness in Parkinson disease (PD) using the RehaBEElitation serious game.
- To evaluate the effectiveness of in-game measurements for discriminating PD motor performance.
- To explore the utility of serious games as digital biomarkers for PD.
Main Methods:
- 15 individuals with PD (ON/OFF medication) and 15 healthy controls played the RehaBEElitation game.
- Singular spectrum analysis of gyroscope signals evaluated voluntary movement slowness.
- Response time (RT) and angular velocity (AV) were extracted from gameplay.
- Kruskal-Wallis and Wilcoxon signed rank tests compared groups; eta square (η2) estimated effect size.
- Spearman correlations examined associations between RT/AV and MDS-UPDRS motor scores.
Main Results:
- Healthy controls exhibited shorter RT and higher AV than individuals with PD.
- In PD patients, medication improved motor performance (decreased RT, increased AV).
- Significant group differences in RT were found across all game phases (small to moderate effect sizes).
- Angular velocity (AV) showed a large effect size difference between groups in phase 4 (η2=0.404).
- AV strongly correlated negatively with bradykinesia scores (MDS-UPDRS).
Conclusions:
- The RehaBEElitation serious game, using inertial sensor data, provides objective motor measures (RT, AV) for PD slowness assessment.
- Gameplay metrics can detect motor differences related to slowness, supporting serious games as digital biomarkers.
- This approach enables continuous, quantitative evaluation beyond traditional clinical methods, with potential for remote monitoring.

